Estimating walking access levels incorporating distance thresholds of built environment features

ABSTRACT Physical inactivity has become a major public health challenge in recent decades, and active travel can contribute to more sustainable and healthy travel habits. Walking as a mode of transportation can provide health benefits, and the impact of the built environment on physical activity has been highlighted in numerous studies. This paper introduces a new approach to the quantification of walkability incorporating distance thresholds. The paper presents the research context for the Walking Access Index (WAI), a description of the methodology developed, and an application of the proposed index in the Melbourne metropolitan area, Australia. An integrated approach combining transport and land-use planning concepts was employed to construct the WAI. Using the Victorian Integrated Survey of Travel and Activity (VISTA) dataset, separate negative binomial regression (NBR) models have been applied to examine how the new index performs compared to an existing approach. Key findings indicate that a greater number of residents are likely to have walking trip stages when living in a more walkable environment. Furthermore, it was found using statistical modeling that the WAI produces better results than one of the common approaches.

[1]  Ruth L. Steiner,et al.  Using GIS to analyze the role of barriers and facilitators to walking in children's travel to school , 2011 .

[2]  Chris S. Kochtitzky,et al.  The impact of community design and land-use choices on public health: a scientific research agenda. , 2003, American journal of public health.

[3]  Myung-Jin Jun,et al.  The effects of high-density suburban development on commuter mode choices in Seoul, Korea , 2013 .

[4]  Stéphane Canu,et al.  Akaike's Information Criterion, Cp and Estimators of Loss for Elliptically Symmetric Distributions , 2014 .

[5]  M. Brauer,et al.  Built Environment Influences on Healthy Transportation Choices: Bicycling versus Driving , 2010, Journal of urban health.

[6]  M. Booth,et al.  Sedentary behaviours among Australian adolescents , 2006, Australian and New Zealand journal of public health.

[7]  Alan D. Lopez,et al.  Comparative quantification of health risks. Global and regional burden of disease attributable to selected major risk factors. Volume 1. , 2004 .

[8]  Susan L Handy,et al.  How the built environment affects physical activity: views from urban planning. , 2002, American journal of preventive medicine.

[9]  Sivaramakrishnan Srinivasan,et al.  Modeling children’s school travel mode and parental escort decisions , 2008 .

[10]  Ria Hutabarat Lo Walkability: what is it? , 2009 .

[11]  L. Frank,et al.  Impacts of Mixed Use and Density on Utilization of Three Modes of Travel: Single-Occupant Vehicle, Transit, and Walking , 1994 .

[12]  K. Berhane,et al.  Factors influencing whether children walk to school. , 2013, Health & place.

[13]  Jae-Su Lee,et al.  Built Environment Impacts on Individual Mode Choice: An Empirical Study of the Houston-Galveston Metropolitan Area , 2014 .

[14]  B. Giles-Corti,et al.  Can the built environment reduce health inequalities? A study of neighbourhood socioeconomic disadvantage and walking for transport. , 2013, Health & place.

[15]  Asad J. Khattak,et al.  Household Travel Decision Chains: Residential Environment, Automobile Ownership, Trips and Mode Choice , 2012 .

[16]  J. Sallis,et al.  The development of a walkability index: application to the Neighborhood Quality of Life Study , 2009, British Journal of Sports Medicine.

[17]  J. Sallis,et al.  Neighborhood-based differences in physical activity: an environment scale evaluation. , 2003, American journal of public health.

[18]  Concha Bielza,et al.  Akaike Information Criterion , 2014 .

[19]  R. Newson Confidence Intervals for Rank Statistics: Somers’ D and Extensions , 2006 .

[20]  G. Cardon,et al.  Neighborhood SES and walkability are related to physical activity behavior in Belgian adults. , 2010, Preventive medicine.

[21]  J. Sallis,et al.  Urban form correlates of pedestrian travel in youth: Differences by gender, race-ethnicity and household attributes , 2007 .

[22]  Luc Int Panis,et al.  Improving health through policies that promote active travel: a review of evidence to support integrated health impact assessment. , 2011, Environment international.

[23]  Sybil Derrible,et al.  Development and application of the Pedestrian Environment Index (PEI) , 2014 .

[24]  David S. Vale,et al.  Influence on pedestrian commuting behavior of the built environment surrounding destinations: A structural equations modeling approach , 2016 .

[25]  Doris Ma Fat,et al.  WHO Library Cataloguing-in-Publication Data , 2001 .

[26]  Ken Aho,et al.  Model selection for ecologists: the worldviews of AIC and BIC. , 2014, Ecology.

[27]  Ester Cerin,et al.  Applying GIS in Physical Activity Research: Community ‘Walkability’ and Walking Behaviors , 2007 .

[28]  Abolfazl Mohammadian,et al.  Effects of transportation and built environment on general health and obesity , 2009 .

[29]  Sungjin Park,et al.  Meso- or micro-scale? Environmental factors influencing pedestrian satisfaction , 2014 .

[30]  R. Kitamura,et al.  A micro-analysis of land use and travel in five neighborhoods in the San Francisco Bay Area , 1997 .

[31]  Hannah Badland,et al.  Developing a research and practice tool to measure walkability: a demonstration project. , 2014, Health promotion journal of Australia : official journal of Australian Association of Health Promotion Professionals.

[32]  David Green,et al.  Development of the accessibility-based network operations planning framework , 2015 .

[33]  D. Scott,et al.  Active-transport walking behavior: destinations, durations, distances , 2013 .

[34]  A. El-geneidy,et al.  Validating walkability indices: How do different households respond to the walkability of their neighborhood? , 2011 .

[35]  Susan Krumdieck,et al.  Quantifying Transport Energy Resilience , 2011 .

[36]  Reid Ewing,et al.  Travel and the Built Environment , 2010 .

[37]  A. Bauman,et al.  Neighborhood walkability and the walking behavior of Australian adults. , 2007, American journal of preventive medicine.

[38]  N. Owen,et al.  Sedentary behaviors and subsequent health outcomes in adults a systematic review of longitudinal studies, 1996-2011. , 2011, American journal of preventive medicine.

[39]  C. Dora,et al.  A different route to health: implications of transport policies , 1999, BMJ.

[40]  W. Riggs,et al.  Does walkability matter? An examination of walkability’s impact on housing values, foreclosures and crime , 2015 .

[41]  G. McCormack,et al.  Driving towards obesity: a systematized literature review on the association between motor vehicle travel time and distance and weight status in adults. , 2014, Preventive medicine.

[42]  J. Hilbe Negative Binomial Regression: Preface , 2007 .

[43]  J. Neter,et al.  Applied Linear Regression Models , 1983 .

[44]  R. Ewing,et al.  Relationship between urban sprawl and physical activity, obesity, and morbidity - update and refinement. , 2014, Health & place.

[45]  Elpiniki Tianis The Impact of Community , 2019 .

[46]  Brian W. Baetz,et al.  EVALUATING PEDESTRIAN CONNECTIVITY FOR SUBURBAN SUSTAINABILITY , 2001 .

[47]  Alan Agresti,et al.  Categorical Data Analysis , 2003 .

[48]  The relations between driving behavior, physical activity and weight status among Canadian adults. , 2012, Journal of physical activity & health.

[49]  Cole Hendrigan,et al.  Dense, mixed-use, walkable urban precinct to support sustainable transport or vice versa? A model for consideration from Perth, Western Australia , 2017 .

[50]  Sungjin Park,et al.  Defining, Measuring, and Evaluating Path Walkability, and Testing Its Impacts on Transit Users’ Mode Choice and Walking Distance to the Station , 2008 .

[51]  Ahmet Tortum,et al.  Accident analysis with aggregated data: the random parameters negative binomial panel count data model , 2015 .

[52]  Mario Baum Basic Statistical Analysis , 2016 .

[53]  S. Porta,et al.  Linking urban design to sustainability: formal indicators of social urban sustainability field research in Perth, Western Australia , 2005 .

[54]  R. Thompson,et al.  Measuring Walking Accessibility in Metropolitan Areas , 2017 .

[55]  K. Krizek Residential Relocation and Changes in Urban Travel: Does Neighborhood-Scale Urban Form Matter? , 2003 .

[56]  F. Bull,et al.  How important is the land use mix measure in understanding walking behaviour? Results from the RESIDE study , 2011, The international journal of behavioral nutrition and physical activity.

[57]  Karen E Spears,et al.  Evaluation of Personal and Built Environment Attributes to Physical Activity: A Multilevel Analysis on Multiple Population-Based Data Sources , 2012, Journal of obesity.

[58]  Lucas J Carr,et al.  Walk score™ as a global estimate of neighborhood walkability. , 2010, American journal of preventive medicine.

[59]  Raktim Mitra,et al.  Spatial clustering and the temporal mobility of walking school trips in the Greater Toronto Area, Canada. , 2010, Health & place.

[60]  Martin A. Andresen,et al.  Obesity relationships with community design, physical activity, and time spent in cars. , 2004, American journal of preventive medicine.

[61]  Barbara E. Ainsworth,et al.  Physical Activity and Public Health Practice , 2012 .

[62]  Oriol Marquet,et al.  Local accessibility inequalities and willingness to walk in Latin-American cities: Findings from Medellín, Colombia , 2017 .

[63]  Carlo G. Prato,et al.  Walking, cycling and the urban form: a Heckman selection model of active travel mode and distance by young adolescents , 2016 .

[64]  Emily Banks,et al.  Sitting time and all-cause mortality risk in 222 497 Australian adults. , 2012, Archives of internal medicine.

[65]  Keechoo Choi,et al.  Operationalization of path walkability for sustainable transportation , 2017 .

[66]  Amy J. Schulz,et al.  Designing Healthy Neighborhoods , 2014 .

[67]  B. Popkin,et al.  What neighborhood area captures built environment features related to adolescent physical activity? , 2010, Health & place.

[68]  Susan L Handy,et al.  The Influences of the Built Environment and Residential Self-Selection on Pedestrian Behavior: Evidence from Austin, TX , 2005 .

[69]  Wendy J. Brown,et al.  Getting Australia Active: Towards better practice for the promotion of physical activity , 2002 .

[70]  S. Gortmaker,et al.  Validation of Walk Score® for Estimating Neighborhood Walkability: An Analysis of Four US Metropolitan Areas , 2011, International journal of environmental research and public health.

[71]  Ebru Cubukcu Walking for Sustainable Living , 2013 .

[72]  M. Duncan,et al.  Associations of children's independent mobility and active travel with physical activity, sedentary behaviour and weight status: a systematic review. , 2013, Journal of science and medicine in sport.

[73]  J. R. Kuzmyak,et al.  Use of Walk Opportunities Index to Quantify Local Accessibility , 2006 .

[74]  Jenny Ziviani,et al.  The Influence of Urban Form and Family Decision Making on Children's Travel to School , 2013 .

[75]  J. Sallis,et al.  Many Pathways from Land Use to Health: Associations between Neighborhood Walkability and Active Transportation, Body Mass Index, and Air Quality , 2006 .

[76]  Liang Ma,et al.  Promoting sustainable travel modes for commute tours: A comparison of the effects of home and work locations and employer-provided incentives , 2016 .

[77]  K. Sundquist,et al.  Neighborhood walkability, physical activity, and walking behavior: the Swedish Neighborhood and Physical Activity (SNAP) study. , 2011, Social science & medicine.

[78]  Henry Zheng,et al.  Economic evaluation of the direct healthcare cost savings resulting from the use of walking interventions to prevent coronary heart disease in Australia , 2010, International Journal of Health Care Finance and Economics.

[79]  Michael H. Kutner Applied Linear Statistical Models , 1974 .

[80]  Cynthia A. Brewer,et al.  Evaluation of Methods for Classifying Epidemiological Data on Choropleth Maps in Series , 2002 .

[81]  Keechoo Choi,et al.  To Walk or Not to Walk: Testing the Effect of Path Walkability on Transit Users' Access Mode Choices to the Station , 2015 .

[82]  Gi-Hyoug Cho,et al.  Exploring thresholds of built environment characteristics for walkable communities: Empirical evidence from the Seoul Metropolitan area , 2015 .

[83]  Billie Giles-Corti,et al.  A longitudinal analysis of the influence of the neighborhood built environment on walking for transportation: the RESIDE study. , 2014, American journal of epidemiology.

[84]  P. Tranter,et al.  Developing neighbourhood ‘walkability’ indices for children’s active transport , 2011 .

[85]  J. Sallis,et al.  Linking objectively measured physical activity with objectively measured urban form: findings from SMARTRAQ. , 2005, American journal of preventive medicine.